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LPInsider: a webserver for lncRNA–protein interaction extraction from the literature
BACKGROUND: Long non-coding RNA (LncRNA) plays important roles in physiological and pathological processes. Identifying LncRNA–protein interactions (LPIs) is essential to understand the molecular mechanism and infer the functions of lncRNAs. With the overwhelming size of the biomedical literature, e...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9013167/ https://www.ncbi.nlm.nih.gov/pubmed/35428172 http://dx.doi.org/10.1186/s12859-022-04665-3 |
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author | Li, Ying Wei, Lizheng Wang, Cankun Zhao, Jianing Han, Siyu Zhang, Yu Du, Wei |
author_facet | Li, Ying Wei, Lizheng Wang, Cankun Zhao, Jianing Han, Siyu Zhang, Yu Du, Wei |
author_sort | Li, Ying |
collection | PubMed |
description | BACKGROUND: Long non-coding RNA (LncRNA) plays important roles in physiological and pathological processes. Identifying LncRNA–protein interactions (LPIs) is essential to understand the molecular mechanism and infer the functions of lncRNAs. With the overwhelming size of the biomedical literature, extracting LPIs directly from the biomedical literature is essential, promising and challenging. However, there is no webserver of LPIs relationship extraction from literature. RESULTS: LPInsider is developed as the first webserver for extracting LPIs from biomedical literature texts based on multiple text features (semantic word vectors, syntactic structure vectors, distance vectors, and part of speech vectors) and logistic regression. LPInsider allows researchers to extract LPIs by uploading PMID, PMCID, PMID List, or biomedical text. A manually filtered and highly reliable LPI corpus is integrated in LPInsider. The performance of LPInsider is optimal by comprehensive experiment on different combinations of different feature and machine learning models. CONCLUSIONS: LPInsider is an efficient analytical tool for LPIs that helps researchers to enhance their comprehension of lncRNAs from text mining, and also saving their time. In addition, LPInsider is freely accessible from http://www.csbg-jlu.info/LPInsider/ with no login requirement. The source code and LPIs corpus can be downloaded from https://github.com/qiufengdiewu/LPInsider. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-022-04665-3. |
format | Online Article Text |
id | pubmed-9013167 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-90131672022-04-17 LPInsider: a webserver for lncRNA–protein interaction extraction from the literature Li, Ying Wei, Lizheng Wang, Cankun Zhao, Jianing Han, Siyu Zhang, Yu Du, Wei BMC Bioinformatics Software BACKGROUND: Long non-coding RNA (LncRNA) plays important roles in physiological and pathological processes. Identifying LncRNA–protein interactions (LPIs) is essential to understand the molecular mechanism and infer the functions of lncRNAs. With the overwhelming size of the biomedical literature, extracting LPIs directly from the biomedical literature is essential, promising and challenging. However, there is no webserver of LPIs relationship extraction from literature. RESULTS: LPInsider is developed as the first webserver for extracting LPIs from biomedical literature texts based on multiple text features (semantic word vectors, syntactic structure vectors, distance vectors, and part of speech vectors) and logistic regression. LPInsider allows researchers to extract LPIs by uploading PMID, PMCID, PMID List, or biomedical text. A manually filtered and highly reliable LPI corpus is integrated in LPInsider. The performance of LPInsider is optimal by comprehensive experiment on different combinations of different feature and machine learning models. CONCLUSIONS: LPInsider is an efficient analytical tool for LPIs that helps researchers to enhance their comprehension of lncRNAs from text mining, and also saving their time. In addition, LPInsider is freely accessible from http://www.csbg-jlu.info/LPInsider/ with no login requirement. The source code and LPIs corpus can be downloaded from https://github.com/qiufengdiewu/LPInsider. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-022-04665-3. BioMed Central 2022-04-15 /pmc/articles/PMC9013167/ /pubmed/35428172 http://dx.doi.org/10.1186/s12859-022-04665-3 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Software Li, Ying Wei, Lizheng Wang, Cankun Zhao, Jianing Han, Siyu Zhang, Yu Du, Wei LPInsider: a webserver for lncRNA–protein interaction extraction from the literature |
title | LPInsider: a webserver for lncRNA–protein interaction extraction from the literature |
title_full | LPInsider: a webserver for lncRNA–protein interaction extraction from the literature |
title_fullStr | LPInsider: a webserver for lncRNA–protein interaction extraction from the literature |
title_full_unstemmed | LPInsider: a webserver for lncRNA–protein interaction extraction from the literature |
title_short | LPInsider: a webserver for lncRNA–protein interaction extraction from the literature |
title_sort | lpinsider: a webserver for lncrna–protein interaction extraction from the literature |
topic | Software |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9013167/ https://www.ncbi.nlm.nih.gov/pubmed/35428172 http://dx.doi.org/10.1186/s12859-022-04665-3 |
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